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Multi-user linearly separable computation: A coding theoretic approach
In this work, we investigate the problem of multi-user linearly separable function
computation, where N servers help compute the desired functions (jobs) of K users. In this …
computation, where N servers help compute the desired functions (jobs) of K users. In this …
Speeding Up Distributed Learning via Sparse and Flexible Coded Computing
J Zhang, X He, H Dai - IEEE Transactions on Information …, 2024 - ieeexplore.ieee.org
Plagued by slow or failing workers (also known as stragglers), the speedup gain assumed
by distributed learning often falls short. Although substantial efforts have been devoted to …
by distributed learning often falls short. Although substantial efforts have been devoted to …
Perfect Multi-User Distributed Computing
In this paper, we investigate the problem of multi-user linearly decomposable function
computation, where N servers help compute functions for K users, and where each such …
computation, where N servers help compute functions for K users, and where each such …
Coded Reactive Stragglers Mitigation in Distributed Computing Systems
MH Ardakani, M Ardakani… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In distributed computing systems, to mitigate the adverse effect of stragglers on the
computation time, computation redundancy is used. The redundancy can be added …
computation time, computation redundancy is used. The redundancy can be added …
Addressing Fluctuating Stragglers in Distributed Matrix Multiplication via Fountain Codes
S Wang, J Wang, L Song - 2024 IEEE Information Theory …, 2024 - ieeexplore.ieee.org
In distributed matrix multiplication, stragglers present a significant challenge. Coding
techniques are often employed to mitigate this issue; however, their effectiveness is typically …
techniques are often employed to mitigate this issue; however, their effectiveness is typically …
Single Matrix Block Shift (SMBS) Dense Matrix Multiplication Algorithm
Many scientific and numeric computations rely on matrix-matrix multiplication as a
fundamental component of their algorithms. It constitutes the building block in many matrix …
fundamental component of their algorithms. It constitutes the building block in many matrix …
Nested Gradient Codes for Straggler Mitigation in Distributed Machine Learning
We consider distributed learning in the presence of slow and unresponsive worker nodes,
referred to as stragglers. In order to mitigate the effect of stragglers, gradient coding …
referred to as stragglers. In order to mitigate the effect of stragglers, gradient coding …